Evidence map›Paper›PMID 42275166›Full record

ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2026

Leisure-time physical activity and metabolomic trajectories over the transition from late midlife to old age.

Katri Ruutu, Jens Verbeeren, Tuija M Mikkola, Merja K Laine, Johan G Eriksson, Niko S Wasenius

Abstract read
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Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Katri RuutuFaculty of Medicine, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-1707-4503
Jens VerbeerenFolkhälsan Research Center, Helsinki, Finland.
Tuija M MikkolaFolkhälsan Research Center, Helsinki, Finland.ORCID 0000-0003-0885-2788
Merja K LaineFolkhälsan Research Center, Helsinki, Finland.
Johan G ErikssonFolkhälsan Research Center, Helsinki, Finland.
Niko S WaseniusFolkhälsan Research Center, Helsinki, Finland.

Funding

Finnish Foundation for Diabetes ResearchJuho Vainio FoundationMedicinska Understödsföreningen Liv och HälsaSamfundet Folkhälsan; Finska LäkaresällskapetSigne and Ane Gyllenberg Foundationthe Finnish Foundation for Cardiovascular Research
6 · The paper itself

Abstract

Physical activity may counteract aging-associated disruptions in the metabolome. We investigated how leisure-time physical activity (LTPA) associates with the metabolome in late midlife and with 15-year metabolomic trajectories. The study included 1816 Helsinki Birth Cohort Study participants at baseline (mean age 61.6 years), with 985, 996, and 740 participants at the 5-, 10-, and 15-year follow-ups, respectively. LTPA was assessed at baseline and after 15 years using a validated questionnaire and expressed as METhours/week. Nuclear magnetic resonance-based metabolomics data from fasting blood samples were used to analyze 161 biomarkers at baseline and at each follow-up. Weighted Gene Co-Expression Network Analysis was performed on the metabolomics data to identify 11 metabolomic biomarker modules. Baseline associations were analyzed using restricted cubic splines and longitudinal associations with linear mixed-effects models. Analyses were sex-stratified, covariate-adjusted, and corrected for multiple testing. At baseline, LTPA was nonlinearly associated with albumin in women and with 9 biomarkers in men in the crude, but not fully adjusted, model. Over the follow-up, baseline LTPA was associated with the age-related trajectory of triglyceride-enriched high-density lipoprotein (HDL) module in men (age × LTPA interaction p = .041). In the high LTPA group, the trajectory declined significantly compared to the low (p = .004) and moderate LTPA groups (p = .045). No associations were found in women. To conclude, in men, higher LTPA in late midlife predicted a favorable 15-year trajectory of triglyceride-enriched HDL. Our findings indicate that an active lifestyle is associated with more favorable metabolomic trajectories related to cardiometabolic health across late midlife and old age.

Indexed as

AgingExerciseLeisure ActivitiesMetabolomeMetabolomicsAgedBiomarkersFemaleFinlandHumansMaleMiddle AgedBiomarkersBiological agingLeisure-time physical activityMetabolic agingMetabolomics

Identifiers

PMID42275166
PMCPMC13459948

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.